Search Results for author: Chen Zhou

Found 12 papers, 3 papers with code

Learning Trajectory-Conditioned Relations to Predict Pedestrian Crossing Behavior

1 code implementation14 Jan 2023 Chen Zhou, Ghassan AlRegib, Armin Parchami, Kunjan Singh

In smart transportation, intelligent systems avoid potential collisions by predicting the intent of traffic agents, especially pedestrians.

Relation Extraction

On the Ramifications of Human Label Uncertainty

1 code implementation10 Nov 2022 Chen Zhou, Mohit Prabhushankar, Ghassan AlRegib

Our evaluation of existing uncertainty estimation algorithms, with the presence of HLU, indicates the limitations of existing uncertainty metrics and algorithms themselves in response to HLU.

Graph neural networks for materials science and chemistry

no code implementations5 Aug 2022 Patrick Reiser, Marlen Neubert, André Eberhard, Luca Torresi, Chen Zhou, Chen Shao, Houssam Metni, Clint van Hoesel, Henrik Schopmans, Timo Sommer, Pascal Friederich

Machine learning plays an increasingly important role in many areas of chemistry and materials science, e. g. to predict materials properties, to accelerate simulations, to design new materials, and to predict synthesis routes of new materials.

Training Deep Neural Networks for Wireless Sensor Networks Using Loosely and Weakly Labeled Images

no code implementations6 Oct 2020 Qianwei Zhou, Yuhang Chen, Baoqing Li, Xiaoxin Li, Chen Zhou, Jingchang Huang, Haigen Hu

Although deep learning has achieved remarkable successes over the past years, few reports have been published about applying deep neural networks to Wireless Sensor Networks (WSNs) for image targets recognition where data, energy, computation resources are limited.

Domain Generalization Model Selection

Augmented Bi-path Network for Few-shot Learning

no code implementations15 Jul 2020 Baoming Yan, Chen Zhou, Bo Zhao, Kan Guo, Jiang Yang, Xiaobo Li, Ming Zhang, Yizhou Wang

Finally, the model learns to compare global and local features separately, i. e., in two paths, before merging the similarities.

Few-Shot Learning

Towards the Automation of Deep Image Prior

no code implementations17 Nov 2019 Qianwei Zhou, Chen Zhou, Haigen Hu, Yuhang Chen, Sheng-Yong Chen, Xiaoxin Li

Single image inverse problem is a notoriously challenging ill-posed problem that aims to restore the original image from one of its corrupted versions.

Denoising Super-Resolution

Fast, Accurate Thin-Structure Obstacle Detection for Autonomous Mobile Robots

no code implementations14 Aug 2017 Chen Zhou, Jiaolong Yang, Chunshui Zhao, Gang Hua

This work is devoted to a task that is indispensable for safety yet was largely overlooked in the past -- detecting obstacles that are of very thin structures, such as wires, cables and tree branches.

Self-Driving Cars Visual Odometry

Exploiting Object Similarity in 3D Reconstruction

no code implementations ICCV 2015 Chen Zhou, Fatma Guney, Yizhou Wang, Andreas Geiger

Despite recent progress, reconstructing outdoor scenes in 3D from movable platforms remains a highly difficult endeavour.

3D Reconstruction

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